ImageBench

ImageBench V1 —

192 evaluations across 6 categories

Benchmark V1 verdicts are produced by VLM judges and can contain mistakes. Treat PASS/FAIL labels as machine-assisted assessments, and inspect the images yourself. Learn more about the methodology.

Generation Details

Source-backed model context, size, cost, and request settings for this ImageBench V1 run.

local/moss-image-base-dmd2

Local

MOSS-Image-Base is the OpenMOSS Team's Apache-2.0 1024 px text-to-image base model, with a Qwen3.5-9B text encoder and the FLUX.2 small-decoder VAE. This entry adds data-archetype's 8-step DMD2 LoRA, distilled on MOSS-Image-Base (a different LoRA from the DMD2 in the Kromoss repo), sampled with the fresh-noise sampler it was trained for.

You can download the exact source code and configuration that was used to generate these images, packaged as a capsule: MOSS-Image-Base + DMD2 8-step LoRA (diffusers) (NVIDIA GB10, 40 GB). Run it on your own machine with:

m64 m64_2804b385e240
Maker
OpenMOSS Team (LoRA: data-archetype)
Family
MOSS-Image
Model Size
5B
medium
Cost
local run; no API price
not_applicable
Run Target
gx10/moss-image-base-dmd2
Effective Request
response_format: b64_json · size: 1024x1024 · num_inference_steps: 8 · guidance_scale: 1 · seed: 7
46.9
Overall
60%
Capability
33.4
Est. Preference
116
Pass
76
Fail
18.6s
Avg Latency
18.1s
Min Latency
18.8s
Max Latency
Text Rendering87%Spatial Reasoning58%Human realism38%Truthfulness41%Professional Studio93%Graphical design75%Preference33%Latency14%

All 192 generations

Text Rendering87%

Typography Style100%

Writing accuracy83%

Spatial Reasoning58%

Attributes Binding89%

Compositionality78%

Counting33%

Negation44%

Relative Position67%

Scale & Proportions33%

Human realism38%

Faces & Expressions50%

Full Body17%

Hands50%

Multi-Subject33%

Truthfulness41%

Photorealism0%

Physics & Reflections50%

World Knowledge42%

Professional Studio93%

Camera & Lighting92%

Color Precision100%

Photorealism67%

Graphical design75%

Data Visualisation33%

Layout & Design100%

Style Diversity67%